Time complexity comparison with existing studies.

<div><p>Thyroid hormones control crucial physiological activities, such as metabolism, oxidative stress, erythropoiesis, thermoregulation, and organ development. Hormonal imbalances may cause serious conditions like cognitive impairment, depression, and nervous system damage. Traditional...

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Bibliographic Details
Main Author:	Ankur Kumar (1357440) (author)
Other Authors:	Sanjay Dhanka (21567617) (author), Abhinav Sharma (672274) (author), Anchal Sharma (3465371) (author), Surita Maini (21567620) (author), Mochammad Fahlevi (13994343) (author), Fazla Rabby (21567623) (author), Mohammed Aljuaid (10491922) (author), Rohit Bansal (4477543) (author)
Published:	2025
Subjects:	Genetics Biotechnology Cancer Science Policy Biological Sciences not elsewhere classified Information Systems not elsewhere classified thyroid disorder diagnosis superior metrics across nervous system damage hormone level measurements cohen &# 8217 21 %, along traditional diagnostic techniques clinical diagnostic process uci thyroid dataset performance metrics used feature selection based rf model outperformed five ml algorithms feature scaling diagnostic potential usually lengthy rf model rf achieved rest 20 research illustrated providing faster oxidative stress organ development model evaluation ml models ml approaches machine learning hybrid models genetic algorithms fti ), findings highlight f1 score evaluated parameters default classifiers data pre correlation analysis comprehensive framework
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Time complexity comparison with existing studies.

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